{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b34981f1-9278-4ee8-a2de-57c6245041a7",
   "metadata": {},
   "source": [
    "# Getting started with CUDA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21fce84e-7b13-446e-9504-eb037dc26d03",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f92d55a1-7ded-4a1d-9615-4e12b7084134",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch, os, math\n",
    "import torchvision as tv\n",
    "import torchvision.transforms.functional as tvf\n",
    "from torchvision import io\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.cpp_extension import load_inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6311648d-e9a4-4808-9ff3-87113e10f755",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 1330, 1920])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([[[225, 225, 225, 225],\n",
       "         [225, 225, 225, 225],\n",
       "         [225, 225, 225, 225]],\n",
       "\n",
       "        [[228, 228, 228, 228],\n",
       "         [228, 228, 228, 228],\n",
       "         [228, 228, 228, 228]]], dtype=torch.uint8)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = io.read_image('puppy.jpg')\n",
    "print(img.shape)\n",
    "img[:2,:3,:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac9e776b-62a7-441f-a15f-dbe5a3c63502",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_img(x, figsize=(4,3), **kwargs):\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.axis('off')\n",
    "    if len(x.shape)==3: x = x.permute(1,2,0)  # CHW -> HWC\n",
    "    plt.imshow(x.cpu(), **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e0cbb73-db3c-4a4a-85f6-0a69c58055ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 150, 216, 32400)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img2 = tvf.resize(img, 150, antialias=True)\n",
    "ch,h,w = img2.shape\n",
    "ch,h,w,h*w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2792041-5bcd-4f3b-89f2-677d8e988b4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(img2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f93a1e7-eeeb-465d-b831-c5fe80d3891e",
   "metadata": {},
   "source": [
    "## RGB -> Grey"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7709676c-5d33-4ee4-a541-dce6b0d705b5",
   "metadata": {},
   "source": [
    "### Basic Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "419700a7-99be-4a5d-a900-5687c4527ad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2grey_py(x):\n",
    "    c,h,w = x.shape\n",
    "    n = h*w\n",
    "    x = x.flatten()\n",
    "    res = torch.empty(n, dtype=x.dtype, device=x.device)\n",
    "    for i in range(n): res[i] = 0.2989*x[i] + 0.5870*x[i+n] + 0.1140*x[i+2*n]\n",
    "    return res.view(h,w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1f10bd8-9179-4f3f-9c46-488135561481",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 881 ms, sys: 0 ns, total: 881 ms\n",
      "Wall time: 881 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "img_g = rgb2grey_py(img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "945b6f3a-724a-445c-a2a8-a29ef377ffa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(img_g, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c98fa40-8832-4360-9ddc-f0497259c41c",
   "metadata": {},
   "source": [
    "### Python Kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55f69539-09f9-4cee-8a9e-e44daccc2f01",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_kernel(f, times, *args):\n",
    "    for i in range(times): f(i, *args)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d54b064-c465-4a8f-88d7-196f35264125",
   "metadata": {},
   "source": [
    "NB: A kernel can not return anything. It can only change contents of things passed to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "734d9bdf-886e-4a97-b9b2-cb1be0b39099",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2grey_k(i, x, out, n):\n",
    "    out[i] = 0.2989*x[i] + 0.5870*x[i+n] + 0.1140*x[i+2*n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "593b1e8f-344e-4dd7-8582-99d29a0da0c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2grey_pyk(x):\n",
    "    c,h,w = x.shape\n",
    "    n = h*w\n",
    "    x = x.flatten()\n",
    "    res = torch.empty(n, dtype=x.dtype, device=x.device)\n",
    "    run_kernel(rgb2grey_k, h*w, x, res, n)\n",
    "    return res.view(h,w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbcbc99d-b781-4aa0-9b38-94428156a7e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_g = rgb2grey_pyk(img2)\n",
    "show_img(img_g, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9fa891f-fc66-4467-8ec7-9f075e363d73",
   "metadata": {},
   "source": [
    "### Python Block Kernel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57d149f7-3e31-42ee-a4ff-27f0e03919a1",
   "metadata": {},
   "source": [
    "1. **Streaming Multiprocessors (SMs):** In NVIDIA GPUs, SMs are the fundamental units of execution. Each SM can execute multiple threads concurrently.\n",
    "2. **Thread Blocks:** A thread block is a group of threads that can cooperate among themselves through shared memory and synchronization. All threads in a block are executed on the same SM. This means they can share resources such as shared memory and can synchronize their execution with each other.\n",
    "3. **Shared Memory:** Shared memory is a small memory space on the GPU that is shared among the threads in a block. It is much faster than global memory (the main GPU memory), but it is also limited in size. Threads in the same block can use shared memory to share data with each other efficiently.\n",
    "\n",
    "- The RTX 3090, based on the Ampere architecture, has 82 SMs.\n",
    "- Each SM in GA10x GPUs contain 128 CUDA Cores, four third-generation Tensor Cores, a 256 KB Register File, and 128 KB of L1/Shared Memory\n",
    "- In CUDA, all threads in a block have the potential to run concurrently. However, the actual concurrency depends on the number of CUDA cores per SM and the resources required by the threads."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2f53a65-dc84-4849-9e1a-6eab284e910e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10496"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "128*82"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "945819c6-d417-44a5-838c-a4f7a2712ce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def blk_kernel(f, blocks, threads, *args):\n",
    "    for i in range(blocks):\n",
    "        for j in range(threads): f(i, j, threads, *args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90f307f4-49ba-44ca-99f2-3f65726f9eef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2grey_bk(blockidx, threadidx, blockdim, x, out, n):\n",
    "    i = blockidx*blockdim + threadidx\n",
    "    if i<n: out[i] = 0.2989*x[i] + 0.5870*x[i+n] + 0.1140*x[i+2*n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b50d0c42-ff5b-45c8-9945-4259482c7b6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2grey_pybk(x):\n",
    "    c,h,w = x.shape\n",
    "    n = h*w\n",
    "    x = x.flatten()\n",
    "    res = torch.empty(n, dtype=x.dtype, device=x.device)\n",
    "    threads = 256\n",
    "    blocks = int(math.ceil(h*w/threads))\n",
    "    blk_kernel(rgb2grey_bk, blocks, threads, x, res, n)\n",
    "    return res.view(h,w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49475573-42a9-4bf1-9530-2abac2c92b2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_g = rgb2grey_pybk(img2)\n",
    "show_img(img_g, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ce90684-6133-477c-b71e-30815dfeb393",
   "metadata": {},
   "source": [
    "### CUDA Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27d5004d-6e4b-494f-8be0-30514e17f539",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_LAUNCH_BLOCKING']='1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e95a2197-a06f-47ee-916d-04a6928199bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext wurlitzer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d22883b-477a-4560-be1e-e51448ca2e25",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_cuda(cuda_src, cpp_src, funcs, opt=False, verbose=False):\n",
    "    return load_inline(cuda_sources=[cuda_src], cpp_sources=[cpp_src], functions=funcs,\n",
    "                       extra_cuda_cflags=[\"-O2\"] if opt else [], verbose=verbose, name=\"inline_ext\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6dbaa081-ad95-404b-ad93-0a4358bf450b",
   "metadata": {},
   "outputs": [],
   "source": [
    "cuda_begin = r'''\n",
    "#include <torch/extension.h>\n",
    "#include <stdio.h>\n",
    "#include <c10/cuda/CUDAException.h>\n",
    "\n",
    "#define CHECK_CUDA(x) TORCH_CHECK(x.device().is_cuda(), #x \" must be a CUDA tensor\")\n",
    "#define CHECK_CONTIGUOUS(x) TORCH_CHECK(x.is_contiguous(), #x \" must be contiguous\")\n",
    "#define CHECK_INPUT(x) CHECK_CUDA(x); CHECK_CONTIGUOUS(x)\n",
    "\n",
    "inline unsigned int cdiv(unsigned int a, unsigned int b) { return (a + b - 1) / b;}\n",
    "'''"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1772c7c9-7007-4436-b0be-f6e1d9fd145e",
   "metadata": {},
   "source": [
    "### CUDA kernel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "939dc782-bc15-4934-9212-92eacceb88cc",
   "metadata": {},
   "source": [
    "- 2^31 max blocks for dim 0, 2^16 max for dims 1 & 2\n",
    "- 1024 max threads per block (use a multiple of 32)"
   ]
  },
  {
   "attachments": {
    "4590626e-3f24-4381-a14b-50162f737579.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1e79577e-2bd0-4bc7-98d7-c37d2594d14d",
   "metadata": {},
   "source": [
    "<img src=\"attachment:4590626e-3f24-4381-a14b-50162f737579.png\" width=\"500\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "464dd989-f035-4a11-b71a-8ae28fc7e314",
   "metadata": {},
   "outputs": [],
   "source": [
    "cuda_src = cuda_begin + r'''\n",
    "__global__ void rgb_to_grayscale_kernel(unsigned char* x, unsigned char* out, int n) {\n",
    "    int i = blockIdx.x*blockDim.x + threadIdx.x;\n",
    "    if (i<n) out[i] = 0.2989*x[i] + 0.5870*x[i+n] + 0.1140*x[i+2*n];\n",
    "}\n",
    "\n",
    "torch::Tensor rgb_to_grayscale(torch::Tensor input) {\n",
    "    CHECK_INPUT(input);\n",
    "    int h = input.size(1);\n",
    "    int w = input.size(2);\n",
    "    printf(\"h*w: %d*%d\\n\", h, w);\n",
    "    auto output = torch::empty({h,w}, input.options());\n",
    "    int threads = 256;\n",
    "    rgb_to_grayscale_kernel<<<cdiv(w*h,threads), threads>>>(\n",
    "        input.data_ptr<unsigned char>(), output.data_ptr<unsigned char>(), w*h);\n",
    "    C10_CUDA_KERNEL_LAUNCH_CHECK();\n",
    "    return output;\n",
    "}'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b5f8b07-8cb3-4aa8-b2a3-2ddd3878bef2",
   "metadata": {},
   "outputs": [],
   "source": [
    "cpp_src = \"torch::Tensor rgb_to_grayscale(torch::Tensor input);\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06af71ec-3578-4aa9-8949-2cd3e615b534",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using /home/jhoward/.cache/torch_extensions/py311_cu121 as PyTorch extensions root...\n",
      "Detected CUDA files, patching ldflags\n",
      "Emitting ninja build file /home/jhoward/.cache/torch_extensions/py311_cu121/inline_ext/build.ninja...\n",
      "Building extension module inline_ext...\n",
      "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ninja: no work to do.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading extension module inline_ext...\n"
     ]
    }
   ],
   "source": [
    "module = load_cuda(cuda_src, cpp_src, ['rgb_to_grayscale'], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c07b443-f565-4527-91c6-348f35c6c544",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['rgb_to_grayscale']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[o for o in dir(module) if o[0]!='_']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d659248-5efe-4d41-98ae-66fdedf5e23a",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgc = img.contiguous().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b1c7b73-c867-4d27-805c-750224f9c767",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 613 µs, sys: 306 µs, total: 919 µs\n",
      "Wall time: 547 µs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1330, 1920, 2553600)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h*w: 1330*1920\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "res = module.rgb_to_grayscale(imgc).cpu()\n",
    "h,w = res.shape\n",
    "h,w,h*w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe881b32-261e-4d58-8f35-056ea8fc9c1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(res, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd968fbe-60df-4644-ac31-2099ee8207d7",
   "metadata": {},
   "source": [
    "## Matmul"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9a4e3c4-c7d6-4c3c-a6c7-f6202d78b6aa",
   "metadata": {},
   "source": [
    "### Get data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b14b9d40-e252-424a-9d44-f7cea3fcdfb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gzip,pickle\n",
    "from urllib.request import urlretrieve\n",
    "from pathlib import Path\n",
    "from torch import tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78a41712-b8e5-45ca-8c2a-fe56d5c9a15e",
   "metadata": {},
   "outputs": [],
   "source": [
    "MNIST_URL='https://github.com/mnielsen/neural-networks-and-deep-learning/blob/master/data/mnist.pkl.gz?raw=true'\n",
    "path_data = Path('data')\n",
    "path_data.mkdir(exist_ok=True)\n",
    "path_gz = path_data/'mnist.pkl.gz'\n",
    "if not path_gz.exists(): urlretrieve(MNIST_URL, path_gz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65b7bd23-03e0-4f4a-b890-bd9084f4adff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([50000, 784]), 'torch.FloatTensor')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with gzip.open(path_gz, 'rb') as f: ((x_train, y_train), (x_valid, y_valid), _) = pickle.load(f, encoding='latin-1')\n",
    "x_train,y_train,x_valid,y_valid = map(tensor, (x_train,y_train,x_valid,y_valid))\n",
    "x_train.shape,x_train.type()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "802a9f81-cd22-4bdd-a327-d7c25a4e9659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([50000, 28, 28])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs = x_train.reshape((-1,28,28))\n",
    "imgs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0e6cb3a-ea3d-40a3-b09d-9e41e0622467",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(imgs[0], cmap='gray_r', figsize=(1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96db03a1-470f-4281-aec8-f380a2042df3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-1.5256, -0.7502, -0.6540,  ..., -1.6091, -0.7121,  0.3037],\n",
       "        [-0.7773, -0.2515, -0.2223,  ..., -1.1608,  0.6995,  0.1991],\n",
       "        [ 0.8657,  0.2444, -0.6629,  ..., -1.4465,  0.0612, -0.6177],\n",
       "        ...,\n",
       "        [ 0.5063,  0.4656, -0.2634,  ...,  0.6452,  0.4298, -1.2936],\n",
       "        [ 0.5171,  1.0315,  0.8120,  ..., -0.1046,  2.2588, -0.2793],\n",
       "        [-1.4899,  0.3898, -0.5454,  ..., -0.1923, -0.5076,  0.5439]])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.manual_seed(1)\n",
    "weights = torch.randn(784,10)\n",
    "weights"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e27dd979-a35d-43a8-9b72-9918a2f7fb6c",
   "metadata": {},
   "source": [
    "### Python matmul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb141f6e-9813-44cc-b153-ccad49347648",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([5, 784]), torch.Size([784, 10]))"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 = x_valid[:5]\n",
    "m2 = weights\n",
    "m1.shape,m2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7247f303-e8fb-46eb-bbc9-abaa165f0ee3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((5, 784), (784, 10))"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ar,ac = m1.shape # n_rows * n_cols\n",
    "br,bc = m2.shape\n",
    "(ar,ac),(br,bc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f71d055-b2ec-4e9f-87f1-1d1da5937452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([5, 10])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1 = torch.zeros(ar, bc)\n",
    "t1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "034e2c1c-b8d9-4869-b62a-975c4d061895",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(ar):         # 5\n",
    "    for j in range(bc):     # 10\n",
    "        for k in range(ac): # 784\n",
    "            t1[i,j] += m1[i,k] * m2[k,j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "680b7e85-bef0-4afd-896a-01cbfe4c335e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([5, 10])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fac45192-62e2-4245-b0aa-a4ba00e3f47f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.set_printoptions(precision=2, linewidth=140)\n",
    "torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bef8a62a-e188-4dd0-8b98-b7a37d3888ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-10.94,  -0.68,  -7.00,  -4.01,  -2.09,  -3.36,   3.91,  -3.44, -11.47,  -2.12],\n",
       "        [ 14.54,   6.00,   2.89,  -4.08,   6.59, -14.74,  -9.28,   2.16, -15.28,  -2.68],\n",
       "        [  2.22,  -3.22,  -4.80,  -6.05,  14.17,  -8.98,  -4.79,  -5.44, -20.68,  13.57],\n",
       "        [ -6.71,   8.90,  -7.46,  -7.90,   2.70,  -4.73, -11.03, -12.98,  -6.44,   3.64],\n",
       "        [ -2.44,  -6.40,  -2.40,  -9.04,  11.18,  -5.77,  -8.92,  -3.79,  -8.98,   5.28]])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09804bc3-43e8-463b-8365-e962907ab088",
   "metadata": {},
   "outputs": [],
   "source": [
    "def matmul(a,b):\n",
    "    (ar,ac),(br,bc) = a.shape,b.shape\n",
    "    c = torch.zeros(ar, bc)\n",
    "    for i in range(ar):\n",
    "        for j in range(bc):\n",
    "            for k in range(ac): c[i,j] += a[i,k] * b[k,j]\n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7d64a58-5422-4e2e-af1c-16f1cbdab391",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 540 ms, sys: 0 ns, total: 540 ms\n",
      "Wall time: 538 ms\n"
     ]
    }
   ],
   "source": [
    "%time _=matmul(m1, m2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fb0c5e7-d01a-4900-a32e-eb6424f8439c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39200"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ar*bc*ac"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4ac4099-e90d-4f19-a6e2-a24df81c9739",
   "metadata": {},
   "source": [
    "### 2d Python kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "434e5f38-5da2-4bac-9d95-e9d2b2042ff2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from types import SimpleNamespace as ns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ef592ed-b605-46f5-b72d-662ab46a55e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def blk_kernel2d(f, blocks, threads, *args):\n",
    "    for i0 in range(blocks.y):\n",
    "        for i1 in range(blocks.x):\n",
    "            for j0 in range(threads.y):\n",
    "                for j1 in range(threads.x): f(ns(x=i1,y=i0), ns(x=j1,y=j0), threads, *args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62f8923f-8072-4f52-a644-6576f7dfe352",
   "metadata": {},
   "outputs": [],
   "source": [
    "def matmul_bk(blockidx, threadidx, blockdim, m, n, out, h, w, k):\n",
    "    r = blockidx.y*blockdim.y + threadidx.y\n",
    "    c = blockidx.x*blockdim.x + threadidx.x\n",
    "    \n",
    "    if (r>=h or c>=w): return\n",
    "    o = 0.\n",
    "    for i in range(k): o += m[r*k+i] * n[i*w+c]\n",
    "    out[r*w+c] = o"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a53c2202-1169-4ac6-a477-82b82f3c5201",
   "metadata": {},
   "outputs": [],
   "source": [
    "def matmul_2d(m, n):\n",
    "    h,k  = m.shape\n",
    "    k2,w = n.shape\n",
    "    assert k==k2, \"Size mismatch!\"\n",
    "    output = torch.zeros(h, w, dtype=m.dtype)\n",
    "    tpb = ns(x=16,y=16)\n",
    "    blocks = ns(x=math.ceil(w/tpb.x), y=math.ceil(h/tpb.y))\n",
    "    blk_kernel2d(matmul_bk, blocks, tpb,\n",
    "                 m.flatten(), n.flatten(), output.flatten(), h, w, k)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc868ac2-7e60-4a1e-8bba-b40e452b6ef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(True)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = matmul_2d(m1, m2)\n",
    "torch.isclose(t1, res).all()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "903ab09b-bb28-47c2-9c82-94863056c149",
   "metadata": {},
   "source": [
    "### Broadcasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b52029b-8570-4557-b162-d400f5b669d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def matmul(a,b):\n",
    "    (ar,ac),(br,bc) = a.shape,b.shape\n",
    "    c = torch.zeros(ar, bc)\n",
    "    for i in range(ar): c[i] = (a[i,:,None] * b).sum(dim=0)\n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10e2bda8-4823-459a-b618-82b9b20c8308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(True)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.isclose(t1,matmul(m1, m2)).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4bbd2b4-b79a-41fe-a3de-ecb0673503b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 1.79 ms, total: 1.79 ms\n",
      "Wall time: 1.22 ms\n"
     ]
    }
   ],
   "source": [
    "%time _=matmul(m1, m2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88649ae9-4056-450f-bdfa-4d30a7183248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([50000, 10])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 = x_train\n",
    "tr = matmul(m1, m2)\n",
    "tr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a5dffcd-1cfd-423e-9e71-e83e59a7dca3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.02 s, sys: 0 ns, total: 1.02 s\n",
      "Wall time: 738 ms\n"
     ]
    }
   ],
   "source": [
    "%time _=matmul(m1, m2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d84742e1-4094-433d-97bd-7932482a63c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "392000000"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ar,ac = m1.shape\n",
    "br,bc = m2.shape\n",
    "ar*bc*ac"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af01b572-c0aa-41b0-8ba7-b48e3f899978",
   "metadata": {},
   "source": [
    "### CUDA matmul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6dde8ea4-25c3-48fd-97d3-7a0d375dcd73",
   "metadata": {},
   "outputs": [],
   "source": [
    "cuda_src = cuda_begin + r'''\n",
    "__global__ void matmul_k(float* m, float* n, float* out, int h, int w, int k) {\n",
    "    int r = blockIdx.y*blockDim.y + threadIdx.y;\n",
    "    int c = blockIdx.x*blockDim.x + threadIdx.x;\n",
    "\n",
    "    if (r>=h || c>=w) return;\n",
    "    float o = 0;\n",
    "    for (int i = 0; i<k; ++i) o += m[r*k+i] * n[i*w+c];\n",
    "    out[r*w+c] = o;\n",
    "}\n",
    "\n",
    "torch::Tensor matmul(torch::Tensor m, torch::Tensor n) {\n",
    "    CHECK_INPUT(m); CHECK_INPUT(n);\n",
    "    int h = m.size(0);\n",
    "    int w = n.size(1);\n",
    "    int k = m.size(1);\n",
    "    TORCH_CHECK(k==n.size(0), \"Size mismatch!\");\n",
    "    auto output = torch::zeros({h, w}, m.options());\n",
    "\n",
    "    dim3 tpb(16,16);\n",
    "    dim3 blocks(cdiv(w, tpb.x), cdiv(h, tpb.y));\n",
    "    matmul_k<<<blocks, tpb>>>(\n",
    "        m.data_ptr<float>(), n.data_ptr<float>(), output.data_ptr<float>(), h, w, k);\n",
    "    C10_CUDA_KERNEL_LAUNCH_CHECK();\n",
    "    return output;\n",
    "}\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0de6d749-3922-4a30-a00a-60f153d59907",
   "metadata": {},
   "outputs": [],
   "source": [
    "cpp_src = \"torch::Tensor matmul(torch::Tensor m, torch::Tensor n);\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25c0b6ea-c5cf-4bab-9f46-1de103e5ae68",
   "metadata": {},
   "outputs": [],
   "source": [
    "module = load_cuda(cuda_src, cpp_src, ['matmul'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49b0aa26-b9b6-4f5b-8223-5d6afad88bfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "m1c,m2c = m1.contiguous().cuda(), m2.contiguous().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09d45a98-0d7f-4e0e-b704-f979e53550cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(True)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.isclose(tr,module.matmul(m1c, m2c).cpu(), atol=1e-5).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5342f1f0-8684-4d6c-814f-ab4b10995ad3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 1.62 ms, total: 1.62 ms\n",
      "Wall time: 1.18 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "torch.Size([50000, 10])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "res=module.matmul(m1c, m2c).cpu()\n",
    "res.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c9bee22-2600-4f6c-a695-e6d9f0ee2177",
   "metadata": {},
   "source": [
    "### Pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44eb1f44-611d-4270-8054-4cd4217d3305",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(True)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.isclose(tr,(m1c@m2c).cpu(), atol=1e-5).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d25db36-fad7-4678-9657-cc4efb874276",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "474 µs ± 115 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 10 _=(m1c@m2c).cpu()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ccf2fdc-6794-4409-9af8-be7280065c58",
   "metadata": {},
   "source": [
    "### RGB->Grey CUDA 3d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6617d51-3c42-45ec-9267-4bed0cb2439f",
   "metadata": {},
   "outputs": [],
   "source": [
    "cuda_src = cuda_begin + r'''\n",
    "__global__ void rgb_to_grayscale_kernel(unsigned char* x, unsigned char* out, int w, int h) {\n",
    "    int c = blockIdx.x*blockDim.x + threadIdx.x;\n",
    "    int r = blockIdx.y*blockDim.y + threadIdx.y;\n",
    "\n",
    "    if (c<w && r<h) {\n",
    "        int i = r*w + c;\n",
    "        int n = h*w;\n",
    "        out[i] = 0.2989*x[i] + 0.5870*x[i+n] + 0.1140*x[i+2*n];\n",
    "    }\n",
    "}\n",
    "\n",
    "torch::Tensor rgb_to_grayscale(torch::Tensor input) {\n",
    "    CHECK_INPUT(input);\n",
    "    int h = input.size(1);\n",
    "    int w = input.size(2);\n",
    "    torch::Tensor output = torch::empty({h,w}, input.options());\n",
    "    dim3 tpb(16,16);\n",
    "    dim3 blocks(cdiv(w, tpb.x), cdiv(h, tpb.y));\n",
    "    rgb_to_grayscale_kernel<<<blocks, tpb>>>(\n",
    "        input.data_ptr<unsigned char>(), output.data_ptr<unsigned char>(), w, h);\n",
    "    C10_CUDA_KERNEL_LAUNCH_CHECK();\n",
    "    return output;\n",
    "}'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38203af3-ed23-4866-88fb-6ae54b01a414",
   "metadata": {},
   "outputs": [],
   "source": [
    "module = load_cuda(cuda_src, cpp_src, ['rgb_to_grayscale'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c7a22330-baa1-4189-af17-0aa1ca398e42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = module.rgb_to_grayscale(imgc).cpu()\n",
    "show_img(res, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35426883-c132-4570-a645-cdb59849c553",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
